Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2056
Missing cells	1730
Missing cells (%)	3.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	353.5 KiB
Average record size in memory	176.1 B

Variable types

Text	1
Numeric	20
Categorical	1

Alerts

`BMI` is highly overall correlated with `HIV/AIDS` and 5 other fields	High correlation
`HIV/AIDS` is highly overall correlated with `BMI` and 5 other fields	High correlation
`thinness 1-19 years` is highly overall correlated with `BMI` and 4 other fields	High correlation
`thinness 5-9 years` is highly overall correlated with `BMI` and 4 other fields	High correlation
`Adult Mortality` is highly overall correlated with `HIV/AIDS` and 3 other fields	High correlation
`Alcohol` is highly overall correlated with `Income composition of resources` and 2 other fields	High correlation
`Diphtheria` is highly overall correlated with `Hepatitis B` and 4 other fields	High correlation
`GDP` is highly overall correlated with `Income composition of resources` and 5 other fields	High correlation
`Hepatitis B` is highly overall correlated with `Diphtheria` and 1 other fields	High correlation
`Income composition of resources` is highly overall correlated with `BMI` and 13 other fields	High correlation
`Life expectancy` is highly overall correlated with `BMI` and 12 other fields	High correlation
`Measles` is highly overall correlated with `infant deaths` and 1 other fields	High correlation
`Polio` is highly overall correlated with `Diphtheria` and 4 other fields	High correlation
`Schooling` is highly overall correlated with `BMI` and 13 other fields	High correlation
`Status` is highly overall correlated with `Alcohol` and 3 other fields	High correlation
`infant deaths` is highly overall correlated with `GDP` and 5 other fields	High correlation
`percentage expenditure` is highly overall correlated with `GDP`	High correlation
`under-five deaths` is highly overall correlated with `HIV/AIDS` and 6 other fields	High correlation
`Alcohol` has 136 (6.6%) missing values	Missing
`Hepatitis B` has 370 (18.0%) missing values	Missing
`BMI` has 24 (1.2%) missing values	Missing
`Total expenditure` has 158 (7.7%) missing values	Missing
`GDP` has 297 (14.4%) missing values	Missing
`Population` has 444 (21.6%) missing values	Missing
`thinness 1-19 years` has 24 (1.2%) missing values	Missing
`thinness 5-9 years` has 24 (1.2%) missing values	Missing
`Income composition of resources` has 110 (5.4%) missing values	Missing
`Schooling` has 109 (5.3%) missing values	Missing
`infant deaths` has 581 (28.3%) zeros	Zeros
`percentage expenditure` has 413 (20.1%) zeros	Zeros
`Measles` has 690 (33.6%) zeros	Zeros
`under-five deaths` has 536 (26.1%) zeros	Zeros
`Income composition of resources` has 83 (4.0%) zeros	Zeros

Reproduction

Analysis started	2024-02-08 05:02:50.295756
Analysis finished	2024-02-08 05:04:26.556326
Duration	1 minute and 36.26 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

Country
Text

Distinct	189
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Memory size	16.2 KiB

Length

Max length	52
Median length	34
Mean length	9.9610895
Min length	4

Characters and Unicode

Total characters	20480
Distinct characters	56
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	0.3%

Sample

1st row	Malta
2nd row	Congo
3rd row	Burkina Faso
4th row	Guinea-Bissau
5th row	Myanmar

Value	Count	Frequency (%)
of	127	4.3%
republic	124	4.2%
and	69	2.3%
united	48	1.6%
the	33	1.1%
democratic	32	1.1%
guinea	29	1.0%
arab	25	0.8%
states	25	0.8%
saint	24	0.8%
Other values (218)	2447	82.0%

Most occurring characters

Value	Count	Frequency (%)
a	2962	14.5%
i	1796	8.8%
e	1474	7.2%
n	1473	7.2%
r	1134	5.5%
o	1105	5.4%
	927	4.5%
t	800	3.9%
u	783	3.8%
l	761	3.7%
Other values (46)	7265	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16666	81.4%
Uppercase Letter	2763	13.5%
Space Separator	927	4.5%
Open Punctuation	40	0.2%
Close Punctuation	40	0.2%
Other Punctuation	26	0.1%
Dash Punctuation	18	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2962	17.8%
i	1796	10.8%
e	1474	8.8%
n	1473	8.8%
r	1134	6.8%
o	1105	6.6%
t	800	4.8%
u	783	4.7%
l	761	4.6%
d	593	3.6%
Other values (17)	3785	22.7%

Uppercase Letter

Value	Count	Frequency (%)
S	330	11.9%
B	225	8.1%
C	198	7.2%
A	194	7.0%
M	186	6.7%
R	168	6.1%
G	164	5.9%
T	141	5.1%
P	138	5.0%
L	137	5.0%
Other values (14)	882	31.9%

Space Separator

Value	Count	Frequency (%)
	927	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	40	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	40	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	26	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19429	94.9%
Common	1051	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2962	15.2%
i	1796	9.2%
e	1474	7.6%
n	1473	7.6%
r	1134	5.8%
o	1105	5.7%
t	800	4.1%
u	783	4.0%
l	761	3.9%
d	593	3.1%
Other values (41)	6548	33.7%

Common

Value	Count	Frequency (%)
	927	88.2%
(	40	3.8%
)	40	3.8%
'	26	2.5%
-	18	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20473	> 99.9%
None	7	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2962	14.5%
i	1796	8.8%
e	1474	7.2%
n	1473	7.2%
r	1134	5.5%
o	1105	5.4%
	927	4.5%
t	800	3.9%
u	783	3.8%
l	761	3.7%
Other values (45)	7258	35.5%

None

Value	Count	Frequency (%)
ô	7	100.0%

Year
Real number (ℝ)

Distinct	16
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007.5554

Minimum	2000
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2004
median	2008
Q3	2012
95-th percentile	2015
Maximum	2015
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6179423
Coefficient of variation (CV)	0.0023002813
Kurtosis	-1.2098211
Mean	2007.5554
Median Absolute Deviation (MAD)	4
Skewness	-0.022799606
Sum	4127534
Variance	21.325391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2013	137	6.7%
2001	136	6.6%
2005	133	6.5%
2008	132	6.4%
2012	132	6.4%
2006	131	6.4%
2010	130	6.3%
2009	129	6.3%
2014	129	6.3%
2015	129	6.3%
Other values (6)	738	35.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	128	6.2%
2001	136	6.6%
2002	117	5.7%
2003	123	6.0%
2004	123	6.0%
2005	133	6.5%
2006	131	6.4%
2007	122	5.9%
2008	132	6.4%
2009	129	6.3%

Value	Count	Frequency (%)
2015	129	6.3%
2014	129	6.3%
2013	137	6.7%
2012	132	6.4%
2011	125	6.1%
2010	130	6.3%
2009	129	6.3%
2008	132	6.4%
2007	122	5.9%
2006	131	6.4%

Status
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.2 KiB

Developing	1689
Developed	367

Length

Max length	10
Median length	10
Mean length	9.8214981
Min length	9

Characters and Unicode

Total characters	20193
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Developed
2nd row	Developing
3rd row	Developing
4th row	Developing
5th row	Developing

Common Values

Value	Count	Frequency (%)
Developing	1689	82.1%
Developed	367	17.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
developing	1689	82.1%
developed	367	17.9%

Most occurring characters

Value	Count	Frequency (%)
e	4479	22.2%
D	2056	10.2%
v	2056	10.2%
l	2056	10.2%
o	2056	10.2%
p	2056	10.2%
i	1689	8.4%
n	1689	8.4%
g	1689	8.4%
d	367	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18137	89.8%
Uppercase Letter	2056	10.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	4479	24.7%
v	2056	11.3%
l	2056	11.3%
o	2056	11.3%
p	2056	11.3%
i	1689	9.3%
n	1689	9.3%
g	1689	9.3%
d	367	2.0%

Uppercase Letter

Value	Count	Frequency (%)
D	2056	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20193	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	4479	22.2%
D	2056	10.2%
v	2056	10.2%
l	2056	10.2%
o	2056	10.2%
p	2056	10.2%
i	1689	8.4%
n	1689	8.4%
g	1689	8.4%
d	367	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20193	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	4479	22.2%
D	2056	10.2%
v	2056	10.2%
l	2056	10.2%
o	2056	10.2%
p	2056	10.2%
i	1689	8.4%
n	1689	8.4%
g	1689	8.4%
d	367	1.8%

Life expectancy
Real number (ℝ)

HIGH CORRELATION

Distinct	345
Distinct (%)	16.8%
Missing	6
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	69.39561

Minimum	39
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	39
5-th percentile	51.5
Q1	63.4
median	72.2
Q3	75.7
95-th percentile	82
Maximum	89
Range	50
Interquartile range (IQR)	12.3

Descriptive statistics

Standard deviation	9.4470945
Coefficient of variation (CV)	0.13613389
Kurtosis	-0.16667241
Mean	69.39561
Median Absolute Deviation (MAD)	5.6
Skewness	-0.6527533
Sum	142261
Variance	89.247594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	30	1.5%
75	23	1.1%
78	22	1.1%
73.6	20	1.0%
74.7	19	0.9%
74.9	19	0.9%
74.1	19	0.9%
74.5	18	0.9%
72.8	18	0.9%
73.5	18	0.9%
Other values (335)	1844	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39	1	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42.3	1	< 0.1%
43.1	1	< 0.1%
44.3	1	< 0.1%
44.5	1	< 0.1%
44.6	3	0.1%
44.8	2	0.1%
45.1	1	< 0.1%

Value	Count	Frequency (%)
89	9	0.4%
88	8	0.4%
87	7	0.3%
86	11	0.5%
85	7	0.3%
84	9	0.4%
83.7	1	< 0.1%
83.5	1	< 0.1%
83.3	1	< 0.1%
83	14	0.7%

Adult Mortality
Real number (ℝ)

HIGH CORRELATION

Distinct	390
Distinct (%)	19.0%
Missing	6
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	163.69659

Minimum	1
Maximum	723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	74
median	144
Q3	226
95-th percentile	396.1
Maximum	723
Range	722
Interquartile range (IQR)	152

Descriptive statistics

Standard deviation	123.07552
Coefficient of variation (CV)	0.75185149
Kurtosis	1.8200378
Mean	163.69659
Median Absolute Deviation (MAD)	75
Skewness	1.1876323
Sum	335578
Variance	15147.584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	21	1.0%
11	19	0.9%
17	19	0.9%
12	18	0.9%
144	17	0.8%
127	17	0.8%
19	17	0.8%
14	17	0.8%
138	16	0.8%
15	15	0.7%
Other values (380)	1874	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	0.5%
2	2	0.1%
3	3	0.1%
4	3	0.1%
5	2	0.1%
6	10	0.5%
7	12	0.6%
8	11	0.5%
9	8	0.4%
11	19	0.9%

Value	Count	Frequency (%)
723	1	< 0.1%
717	1	< 0.1%
693	1	< 0.1%
686	1	< 0.1%
675	1	< 0.1%
666	1	< 0.1%
654	1	< 0.1%
648	1	< 0.1%
647	1	< 0.1%
633	1	< 0.1%

infant deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	175
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.689689

Minimum	0
Maximum	1800
Zeros	581
Zeros (%)	28.3%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	21
95-th percentile	88.25
Maximum	1800
Range	1800
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	111.34646
Coefficient of variation (CV)	3.8810618
Kurtosis	132.03692
Mean	28.689689
Median Absolute Deviation (MAD)	3
Skewness	10.338181
Sum	58986
Variance	12398.033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	581	28.3%
1	255	12.4%
2	143	7.0%
3	124	6.0%
4	65	3.2%
8	40	1.9%
9	38	1.8%
7	37	1.8%
10	33	1.6%
5	32	1.6%
Other values (165)	708	34.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	581	28.3%
1	255	12.4%
2	143	7.0%
3	124	6.0%
4	65	3.2%
5	32	1.6%
6	30	1.5%
7	37	1.8%
8	40	1.9%
9	38	1.8%

Value	Count	Frequency (%)
1800	1	< 0.1%
1700	2	0.1%
1600	1	< 0.1%
1400	1	< 0.1%
1300	1	< 0.1%
1200	1	< 0.1%
1100	1	< 0.1%
910	1	< 0.1%
576	1	< 0.1%
574	1	< 0.1%

Alcohol
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	933
Distinct (%)	48.6%
Missing	136
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.5995

Minimum	0.01
Maximum	17.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.8275
median	3.745
Q3	7.7125
95-th percentile	12.0005
Maximum	17.31
Range	17.3
Interquartile range (IQR)	6.885

Descriptive statistics

Standard deviation	4.065525
Coefficient of variation (CV)	0.88390585
Kurtosis	-0.79633133
Mean	4.5995
Median Absolute Deviation (MAD)	3.245
Skewness	0.59375287
Sum	8831.04
Variance	16.528493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	212	10.3%
0.03	11	0.5%
0.09	8	0.4%
1.18	8	0.4%
0.04	8	0.4%
0.05	8	0.4%
0.56	7	0.3%
0.02	7	0.3%
0.21	7	0.3%
0.54	7	0.3%
Other values (923)	1637	79.6%
(Missing)	136	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	212	10.3%
0.02	7	0.3%
0.03	11	0.5%
0.04	8	0.4%
0.05	8	0.4%
0.06	4	0.2%
0.07	3	0.1%
0.08	5	0.2%
0.09	8	0.4%
0.1	6	0.3%

Value	Count	Frequency (%)
17.31	1	< 0.1%
16.99	1	< 0.1%
16.58	1	< 0.1%
16.35	1	< 0.1%
15.52	1	< 0.1%
15.19	1	< 0.1%
15.07	1	< 0.1%
15.04	2	0.1%
14.97	1	< 0.1%
14.27	1	< 0.1%

percentage expenditure
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1644
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	707.31057

Minimum	0
Maximum	19099.045
Zeros	413
Zeros (%)	20.1%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.8529931
median	68.236005
Q3	432.09439
95-th percentile	4257.9811
Maximum	19099.045
Range	19099.045
Interquartile range (IQR)	426.2414

Descriptive statistics

Standard deviation	1917.7369
Coefficient of variation (CV)	2.7113081
Kurtosis	29.25001
Mean	707.31057
Median Absolute Deviation (MAD)	68.236005
Skewness	4.8393914
Sum	1454230.5
Variance	3677714.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	20.1%
188.1440348	1	< 0.1%
660.2777923	1	< 0.1%
5579.199083	1	< 0.1%
0.388253772	1	< 0.1%
325.6807462	1	< 0.1%
126.6142137	1	< 0.1%
10.21129783	1	< 0.1%
42.33443901	1	< 0.1%
875.1495189	1	< 0.1%
Other values (1634)	1634	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	20.1%
0.09987219	1	< 0.1%
0.108055973	1	< 0.1%
0.27564826	1	< 0.1%
0.358651421	1	< 0.1%
0.388253772	1	< 0.1%
0.397228764	1	< 0.1%
0.442802404	1	< 0.1%
0.5305728	1	< 0.1%
0.661540371	1	< 0.1%

Value	Count	Frequency (%)
19099.04506	1	< 0.1%
18961.3486	1	< 0.1%
18822.86732	1	< 0.1%
18379.32974	1	< 0.1%
17028.52798	1	< 0.1%
15515.75234	1	< 0.1%
14714.82588	1	< 0.1%
12829.25408	1	< 0.1%
12372.05188	1	< 0.1%
11892.33429	1	< 0.1%

Hepatitis B
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	84
Distinct (%)	5.0%
Missing	370
Missing (%)	18.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.137011

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	77
median	92
Q3	97
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	24.926234
Coefficient of variation (CV)	0.30721163
Kurtosis	2.9038566
Mean	81.137011
Median Absolute Deviation (MAD)	6
Skewness	-1.9638013
Sum	136797
Variance	621.31712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	171	8.3%
98	135	6.6%
97	119	5.8%
96	116	5.6%
95	108	5.3%
94	93	4.5%
92	72	3.5%
93	67	3.3%
89	52	2.5%
91	51	2.5%
Other values (74)	702	34.1%
(Missing)	370	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	0.1%
4	2	0.1%
5	6	0.3%
6	13	0.6%
7	8	0.4%
8	31	1.5%
9	50	2.4%
12	1	< 0.1%
14	4	0.2%

Value	Count	Frequency (%)
99	171	8.3%
98	135	6.6%
97	119	5.8%
96	116	5.6%
95	108	5.3%
94	93	4.5%
93	67	3.3%
92	72	3.5%
91	51	2.5%
89	52	2.5%

Measles
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	730
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2296.159

Minimum	0
Maximum	212183
Zeros	690
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17
Q3	383.75
95-th percentile	8749.75
Maximum	212183
Range	212183
Interquartile range (IQR)	383.75

Descriptive statistics

Standard deviation	11610.468
Coefficient of variation (CV)	5.0564738
Kurtosis	132.63221
Mean	2296.159
Median Absolute Deviation (MAD)	17
Skewness	10.267962
Sum	4720903
Variance	1.3480297 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	690	33.6%
1	73	3.6%
2	50	2.4%
3	32	1.6%
6	23	1.1%
4	22	1.1%
8	18	0.9%
10	17	0.8%
7	17	0.8%
5	16	0.8%
Other values (720)	1098	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	690	33.6%
1	73	3.6%
2	50	2.4%
3	32	1.6%
4	22	1.1%
5	16	0.8%
6	23	1.1%
7	17	0.8%
8	18	0.9%
9	15	0.7%

Value	Count	Frequency (%)
212183	1	< 0.1%
182485	1	< 0.1%
168107	1	< 0.1%
133802	1	< 0.1%
124219	1	< 0.1%
118712	1	< 0.1%
110927	1	< 0.1%
99602	1	< 0.1%
90387	1	< 0.1%
88962	1	< 0.1%

BMI
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	569
Distinct (%)	28.0%
Missing	24
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	38.667421

Minimum	1.4
Maximum	87.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	1.4
5-th percentile	5.3
Q1	19.4
median	44.1
Q3	56.3
95-th percentile	65
Maximum	87.3
Range	85.9
Interquartile range (IQR)	36.9

Descriptive statistics

Standard deviation	20.084653
Coefficient of variation (CV)	0.51942054
Kurtosis	-1.2764871
Mean	38.667421
Median Absolute Deviation (MAD)	16.35
Skewness	-0.23493509
Sum	78572.2
Variance	403.39329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56.1	12	0.6%
59.9	11	0.5%
56.6	11	0.5%
57	11	0.5%
55.8	11	0.5%
52.8	11	0.5%
57.6	10	0.5%
21.3	10	0.5%
55.7	10	0.5%
17.6	10	0.5%
Other values (559)	1925	93.6%
(Missing)	24	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.4	2	0.1%
1.8	1	< 0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.1	7	0.3%
2.2	5	0.2%
2.3	4	0.2%
2.4	4	0.2%
2.5	4	0.2%
2.6	2	0.1%

Value	Count	Frequency (%)
87.3	1	< 0.1%
83.3	1	< 0.1%
82.8	1	< 0.1%
77.6	1	< 0.1%
77.1	1	< 0.1%
76.7	1	< 0.1%
76.2	1	< 0.1%
75.7	1	< 0.1%
75.2	2	0.1%
74.8	1	< 0.1%

under-five deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	215
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.991245

Minimum	0
Maximum	2500
Zeros	536
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	26
95-th percentile	128.75
Maximum	2500
Range	2500
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	152.77608
Coefficient of variation (CV)	3.820238
Kurtosis	123.72299
Mean	39.991245
Median Absolute Deviation (MAD)	4
Skewness	9.991267
Sum	82222
Variance	23340.529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	536	26.1%
1	270	13.1%
2	112	5.4%
4	106	5.2%
3	92	4.5%
12	39	1.9%
6	39	1.9%
5	36	1.8%
10	35	1.7%
8	34	1.7%
Other values (205)	757	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	536	26.1%
1	270	13.1%
2	112	5.4%
3	92	4.5%
4	106	5.2%
5	36	1.8%
6	39	1.9%
7	20	1.0%
8	34	1.7%
9	25	1.2%

Value	Count	Frequency (%)
2500	1	< 0.1%
2300	1	< 0.1%
2200	1	< 0.1%
2100	1	< 0.1%
1900	1	< 0.1%
1800	1	< 0.1%
1600	1	< 0.1%
1500	1	< 0.1%
1100	1	< 0.1%
943	1	< 0.1%

Polio
Real number (ℝ)

HIGH CORRELATION

Distinct	71
Distinct (%)	3.5%
Missing	11
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	82.794132

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	79
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	23.348319
Coefficient of variation (CV)	0.28200451
Kurtosis	3.9048105
Mean	82.794132
Median Absolute Deviation (MAD)	6
Skewness	-2.1313014
Sum	169314
Variance	545.144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	278	13.5%
98	169	8.2%
97	148	7.2%
96	138	6.7%
95	131	6.4%
94	109	5.3%
93	85	4.1%
92	76	3.7%
91	55	2.7%
9	50	2.4%
Other values (61)	806	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	4	0.2%
4	7	0.3%
5	4	0.2%
6	8	0.4%
7	17	0.8%
8	30	1.5%
9	50	2.4%
23	1	< 0.1%
24	2	0.1%
26	2	0.1%

Value	Count	Frequency (%)
99	278	13.5%
98	169	8.2%
97	148	7.2%
96	138	6.7%
95	131	6.4%
94	109	5.3%
93	85	4.1%
92	76	3.7%
91	55	2.7%
89	44	2.1%

Total expenditure
Real number (ℝ)

MISSING

Distinct	740
Distinct (%)	39.0%
Missing	158
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	5.9376238

Minimum	0.65
Maximum	17.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0.65
5-th percentile	1.96
Q1	4.26
median	5.73
Q3	7.53
95-th percentile	9.8
Maximum	17.2
Range	16.55
Interquartile range (IQR)	3.27

Descriptive statistics

Standard deviation	2.5121307
Coefficient of variation (CV)	0.42308687
Kurtosis	1.080735
Mean	5.9376238
Median Absolute Deviation (MAD)	1.61
Skewness	0.62429756
Sum	11269.61
Variance	6.3108004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.6	13	0.6%
5.82	9	0.4%
4.41	9	0.4%
5.6	9	0.4%
6.4	8	0.4%
8.9	8	0.4%
8.2	8	0.4%
5.25	8	0.4%
4.26	8	0.4%
4.2	8	0.4%
Other values (730)	1810	88.0%
(Missing)	158	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.65	1	< 0.1%
0.74	1	< 0.1%
0.92	1	< 0.1%
1.1	2	0.1%
1.12	3	0.1%
1.15	2	0.1%
1.17	2	0.1%
1.18	2	0.1%
1.19	2	0.1%
1.2	2	0.1%

Value	Count	Frequency (%)
17.2	2	0.1%
17.14	1	< 0.1%
17	1	< 0.1%
16.9	1	< 0.1%
16.2	1	< 0.1%
15.6	1	< 0.1%
15.15	1	< 0.1%
15.14	1	< 0.1%
14.55	1	< 0.1%
14.39	1	< 0.1%

Diphtheria
Real number (ℝ)

HIGH CORRELATION

Distinct	79
Distinct (%)	3.9%
Missing	11
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	82.577017

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	79
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	97
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	23.691192
Coefficient of variation (CV)	0.28689813
Kurtosis	3.7057486
Mean	82.577017
Median Absolute Deviation (MAD)	6
Skewness	-2.1142122
Sum	168870
Variance	561.27256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	260	12.6%
98	161	7.8%
95	149	7.2%
97	145	7.1%
96	137	6.7%
94	107	5.2%
93	84	4.1%
92	80	3.9%
91	59	2.9%
89	58	2.8%
Other values (69)	805	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	3	0.1%
4	7	0.3%
5	5	0.2%
6	13	0.6%
7	14	0.7%
8	34	1.7%
9	43	2.1%
21	1	< 0.1%
23	4	0.2%

Value	Count	Frequency (%)
99	260	12.6%
98	161	7.8%
97	145	7.1%
96	137	6.7%
95	149	7.2%
94	107	5.2%
93	84	4.1%
92	80	3.9%
91	59	2.9%
89	58	2.8%

HIV/AIDS
Real number (ℝ)

HIGH CORRELATION

Distinct	174
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7509241

Minimum	0.1
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.7
95-th percentile	8.825
Maximum	50.6
Range	50.5
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	5.1848318
Coefficient of variation (CV)	2.9611973
Kurtosis	36.030195
Mean	1.7509241
Median Absolute Deviation (MAD)	0
Skewness	5.4804662
Sum	3599.9
Variance	26.882481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	1252	60.9%
0.3	90	4.4%
0.2	79	3.8%
0.4	48	2.3%
0.5	29	1.4%
0.6	28	1.4%
0.9	24	1.2%
0.8	20	1.0%
0.7	19	0.9%
1.2	15	0.7%
Other values (164)	452	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1252	60.9%
0.2	79	3.8%
0.3	90	4.4%
0.4	48	2.3%
0.5	29	1.4%
0.6	28	1.4%
0.7	19	0.9%
0.8	20	1.0%
0.9	24	1.2%
1	9	0.4%

Value	Count	Frequency (%)
50.6	1	< 0.1%
50.3	1	< 0.1%
49.9	1	< 0.1%
49.1	1	< 0.1%
48.8	1	< 0.1%
46.4	1	< 0.1%
42.1	1	< 0.1%
40.7	1	< 0.1%
40.2	1	< 0.1%
39.8	1	< 0.1%

GDP
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1759
Distinct (%)	100.0%
Missing	297
Missing (%)	14.4%
Infinite	0
Infinite (%)	0.0%
Mean	7286.2002

Minimum	1.68135
Maximum	115761.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	1.68135
5-th percentile	76.87971
Q1	470.01192
median	1834.2949
Q3	5825.0498
95-th percentile	41192.866
Maximum	115761.58
Range	115759.9
Interquartile range (IQR)	5355.0379

Descriptive statistics

Standard deviation	14006.8
Coefficient of variation (CV)	1.9223737
Kurtosis	13.21137
Mean	7286.2002
Median Absolute Deviation (MAD)	1640.5533
Skewness	3.3153814
Sum	12816426
Variance	1.9619044 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4178.973369	1	< 0.1%
38852.3613	1	< 0.1%
2375.1127	1	< 0.1%
21.569654	1	< 0.1%
6468.471648	1	< 0.1%
3831.53819	1	< 0.1%
854.346921	1	< 0.1%
148.852738	1	< 0.1%
2378.33927	1	< 0.1%
7813.83499	1	< 0.1%
Other values (1749)	1749	85.1%
(Missing)	297	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.68135	1	< 0.1%
4.6135745	1	< 0.1%
5.6687264	1	< 0.1%
8.376432	1	< 0.1%
11.147277	1	< 0.1%
11.33678	1	< 0.1%
12.1789279	1	< 0.1%
12.566464	1	< 0.1%
12.989164	1	< 0.1%
13.154199	1	< 0.1%

Value	Count	Frequency (%)
115761.577	1	< 0.1%
114293.8433	1	< 0.1%
113751.85	1	< 0.1%
88564.82298	1	< 0.1%
87998.44468	1	< 0.1%
86852.7119	1	< 0.1%
85948.746	1	< 0.1%
84658.88768	1	< 0.1%
83164.38795	1	< 0.1%
82967.37228	1	< 0.1%

Population
Real number (ℝ)

MISSING

Distinct	1609
Distinct (%)	99.8%
Missing	444
Missing (%)	21.6%
Infinite	0
Infinite (%)	0.0%
Mean	11364203

Minimum	34
Maximum	1.1796812 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	34
5-th percentile	12239.95
Q1	195153.75
median	1385316
Q3	7414499
95-th percentile	46431470
Maximum	1.1796812 × 10⁹
Range	1.1796812 × 10⁹
Interquartile range (IQR)	7219345.2

Descriptive statistics

Standard deviation	47913217
Coefficient of variation (CV)	4.2161529
Kurtosis	402.93505
Mean	11364203
Median Absolute Deviation (MAD)	1358370
Skewness	17.654401
Sum	1.8319095 × 10¹⁰
Variance	2.2956763 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1141	2	0.1%
444	2	0.1%
292	2	0.1%
126843	1	< 0.1%
1786638	1	< 0.1%
15627618	1	< 0.1%
19229	1	< 0.1%
1547958	1	< 0.1%
116985	1	< 0.1%
832946	1	< 0.1%
Other values (1599)	1599	77.8%
(Missing)	444	21.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
41	1	< 0.1%
43	1	< 0.1%
123	1	< 0.1%
135	1	< 0.1%
286	1	< 0.1%
292	2	0.1%
367	1	< 0.1%
385	1	< 0.1%
393	1	< 0.1%

Value	Count	Frequency (%)
1179681239	1	< 0.1%
1126135777	1	< 0.1%
258162113	1	< 0.1%
255131116	1	< 0.1%
248883232	1	< 0.1%
236159276	1	< 0.1%
198686688	1	< 0.1%
196796269	1	< 0.1%
186917361	1	< 0.1%
185546257	1	< 0.1%

thinness 1-19 years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	189
Distinct (%)	9.3%
Missing	24
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8185039

Minimum	0.1
Maximum	27.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	1.6
median	3.3
Q3	7.1
95-th percentile	13.945
Maximum	27.7
Range	27.6
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	4.4165195
Coefficient of variation (CV)	0.91657485
Kurtosis	3.6337582
Mean	4.8185039
Median Absolute Deviation (MAD)	2.3
Skewness	1.67492
Sum	9791.2
Variance	19.505645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	54	2.6%
1.9	47	2.3%
0.8	45	2.2%
0.7	44	2.1%
2.1	44	2.1%
1.6	42	2.0%
2.2	42	2.0%
2	42	2.0%
1.2	41	2.0%
1.7	40	1.9%
Other values (179)	1591	77.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	20	1.0%
0.2	30	1.5%
0.3	23	1.1%
0.4	2	0.1%
0.5	25	1.2%
0.6	30	1.5%
0.7	44	2.1%
0.8	45	2.2%
0.9	38	1.8%
1	54	2.6%

Value	Count	Frequency (%)
27.7	1	< 0.1%
27.4	1	< 0.1%
27.3	1	< 0.1%
27.2	1	< 0.1%
27.1	1	< 0.1%
27	2	0.1%
26.9	1	< 0.1%
26.7	1	< 0.1%
22.2	1	< 0.1%
22	1	< 0.1%

thinness 5-9 years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	195
Distinct (%)	9.6%
Missing	24
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8705217

Minimum	0.1
Maximum	28.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.6
median	3.3
Q3	7.2
95-th percentile	13.9
Maximum	28.6
Range	28.5
Interquartile range (IQR)	5.6

Descriptive statistics

Standard deviation	4.510071
Coefficient of variation (CV)	0.92599342
Kurtosis	3.9527244
Mean	4.8705217
Median Absolute Deviation (MAD)	2.4
Skewness	1.7263393
Sum	9896.9
Variance	20.340741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	48	2.3%
1.1	48	2.3%
0.5	47	2.3%
2.1	47	2.3%
1.9	43	2.1%
1.3	42	2.0%
1.7	41	2.0%
1	39	1.9%
0.6	39	1.9%
2	38	1.8%
Other values (185)	1600	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	26	1.3%
0.2	33	1.6%
0.3	18	0.9%
0.4	11	0.5%
0.5	47	2.3%
0.6	39	1.9%
0.7	31	1.5%
0.8	26	1.3%
0.9	48	2.3%
1	39	1.9%

Value	Count	Frequency (%)
28.6	1	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.2	1	< 0.1%
28	1	< 0.1%
27.9	1	< 0.1%
27.8	1	< 0.1%
27.7	1	< 0.1%
27.3	1	< 0.1%
22.6	1	< 0.1%

Income composition of resources
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	590
Distinct (%)	30.3%
Missing	110
Missing (%)	5.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.63125437

Minimum	0
Maximum	0.948
Zeros	83
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.29125
Q1	0.496
median	0.682
Q3	0.779
95-th percentile	0.89
Maximum	0.948
Range	0.948
Interquartile range (IQR)	0.283

Descriptive statistics

Standard deviation	0.2070298
Coefficient of variation (CV)	0.32796572
Kurtosis	1.4539806
Mean	0.63125437
Median Absolute Deviation (MAD)	0.123
Skewness	-1.1514877
Sum	1228.421
Variance	0.042861336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	83	4.0%
0.703	11	0.5%
0.734	10	0.5%
0.712	10	0.5%
0.7	10	0.5%
0.723	9	0.4%
0.735	9	0.4%
0.714	9	0.4%
0.686	8	0.4%
0.779	8	0.4%
Other values (580)	1779	86.5%
(Missing)	110	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	83	4.0%
0.253	1	< 0.1%
0.255	1	< 0.1%
0.261	1	< 0.1%
0.268	2	0.1%
0.27	1	< 0.1%
0.276	1	< 0.1%
0.278	1	< 0.1%
0.279	1	< 0.1%
0.283	1	< 0.1%

Value	Count	Frequency (%)
0.948	1	< 0.1%
0.945	1	< 0.1%
0.939	1	< 0.1%
0.937	1	< 0.1%
0.936	2	0.1%
0.934	1	< 0.1%
0.933	1	< 0.1%
0.932	2	0.1%
0.931	1	< 0.1%
0.93	1	< 0.1%

Schooling
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	164
Distinct (%)	8.4%
Missing	109
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	12.048998

Minimum	0
Maximum	20.5
Zeros	17
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	16.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5.9
Q1	10.2
median	12.4
Q3	14.3
95-th percentile	16.8
Maximum	20.5
Range	20.5
Interquartile range (IQR)	4.1

Descriptive statistics

Standard deviation	3.3160271
Coefficient of variation (CV)	0.27521185
Kurtosis	0.86567984
Mean	12.048998
Median Absolute Deviation (MAD)	2.1
Skewness	-0.57883778
Sum	23459.4
Variance	10.996036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.9	44	2.1%
13.3	40	1.9%
12.4	35	1.7%
12.5	34	1.7%
12.7	34	1.7%
12.6	32	1.6%
10.7	31	1.5%
11.6	31	1.5%
11.9	30	1.5%
11.7	30	1.5%
Other values (154)	1606	78.1%
(Missing)	109	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	0.8%
2.8	1	< 0.1%
2.9	3	0.1%
3.1	1	< 0.1%
3.3	1	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.7	1	< 0.1%
3.8	2	0.1%
3.9	1	< 0.1%

Value	Count	Frequency (%)
20.5	1	< 0.1%
20.4	3	0.1%
20.3	4	0.2%
20.1	2	0.1%
19.8	1	< 0.1%
19.5	3	0.1%
19.3	1	< 0.1%
19.2	4	0.2%
19.1	3	0.1%
19	3	0.1%

Auto

Heatmap
Table

	BMI	HIV/AIDS	thinness 1-19 years	thinness 5-9 years	Adult Mortality	Alcohol	Diphtheria	GDP	Hepatitis B	Income composition of resources	Life expectancy	Measles	Polio	Population	Schooling	Status	Total expenditure	Year	infant deaths	percentage expenditure	under-five deaths
BMI	1.000	-0.502	-0.574	-0.586	-0.393	0.344	0.319	0.479	0.182	0.610	0.577	-0.272	0.308	-0.056	0.614	0.461	0.257	0.144	-0.475	0.273	-0.488
HIV/AIDS	-0.502	1.000	0.463	0.457	0.520	-0.200	-0.439	-0.460	-0.313	-0.637	-0.742	0.194	-0.451	0.073	-0.606	0.123	-0.123	-0.048	0.475	-0.248	0.501
thinness 1-19 years	-0.574	0.463	1.000	0.947	0.395	-0.477	-0.228	-0.407	-0.053	-0.572	-0.607	0.298	-0.211	0.074	-0.578	0.466	-0.348	-0.046	0.456	-0.298	0.464
thinness 5-9 years	-0.586	0.457	0.947	1.000	0.421	-0.470	-0.245	-0.415	-0.076	-0.575	-0.624	0.322	-0.229	0.097	-0.583	0.471	-0.367	-0.045	0.478	-0.299	0.485
Adult Mortality	-0.393	0.520	0.395	0.421	1.000	-0.223	-0.333	-0.381	-0.233	-0.553	-0.653	0.140	-0.327	0.097	-0.501	0.362	-0.158	-0.038	0.391	-0.293	0.405
Alcohol	0.344	-0.200	-0.477	-0.470	-0.223	1.000	0.291	0.428	0.126	0.525	0.443	-0.188	0.272	-0.010	0.555	0.683	0.329	-0.110	-0.388	0.296	-0.387
Diphtheria	0.319	-0.439	-0.228	-0.245	-0.333	0.291	1.000	0.391	0.818	0.531	0.531	-0.274	0.924	-0.090	0.529	0.305	0.150	0.125	-0.426	0.224	-0.429
GDP	0.479	-0.460	-0.407	-0.415	-0.381	0.428	0.391	1.000	0.258	0.682	0.625	-0.211	0.379	-0.031	0.655	0.490	0.132	0.169	-0.510	0.796	-0.515
Hepatitis B	0.182	-0.313	-0.053	-0.076	-0.233	0.126	0.818	0.258	1.000	0.363	0.340	-0.226	0.796	-0.122	0.363	0.171	0.035	0.101	-0.337	0.115	-0.334
Income composition of resources	0.610	-0.637	-0.572	-0.575	-0.553	0.525	0.531	0.682	0.363	1.000	0.861	-0.223	0.521	-0.049	0.901	0.701	0.202	0.194	-0.586	0.494	-0.597
Life expectancy	0.577	-0.742	-0.607	-0.624	-0.653	0.443	0.531	0.625	0.340	0.861	1.000	-0.278	0.516	-0.074	0.803	0.613	0.274	0.150	-0.594	0.414	-0.612
Measles	-0.272	0.194	0.298	0.322	0.140	-0.188	-0.274	-0.211	-0.226	-0.223	-0.278	1.000	-0.275	0.293	-0.279	0.000	-0.160	-0.089	0.570	-0.145	0.571
Polio	0.308	-0.451	-0.211	-0.229	-0.327	0.272	0.924	0.379	0.796	0.521	0.516	-0.275	1.000	-0.097	0.519	0.297	0.121	0.106	-0.431	0.204	-0.434
Population	-0.056	0.073	0.074	0.097	0.097	-0.010	-0.090	-0.031	-0.122	-0.049	-0.074	0.293	-0.097	1.000	-0.064	0.049	-0.064	0.027	0.430	-0.037	0.422
Schooling	0.614	-0.606	-0.578	-0.583	-0.501	0.555	0.529	0.655	0.363	0.901	0.803	-0.279	0.519	-0.064	1.000	0.631	0.271	0.193	-0.606	0.480	-0.617
Status	0.461	0.123	0.466	0.471	0.362	0.683	0.305	0.490	0.171	0.701	0.613	0.000	0.297	0.049	0.631	1.000	-0.305	0.007	0.385	-0.278	0.383
Total expenditure	0.257	-0.123	-0.348	-0.367	-0.158	0.329	0.150	0.132	0.035	0.202	0.274	-0.160	0.121	-0.064	0.271	-0.305	1.000	0.080	-0.182	0.152	-0.187
Year	0.144	-0.048	-0.046	-0.045	-0.038	-0.110	0.125	0.169	0.101	0.194	0.150	-0.089	0.106	0.027	0.193	0.007	0.080	1.000	-0.068	-0.056	-0.066
infant deaths	-0.475	0.475	0.456	0.478	0.391	-0.388	-0.426	-0.510	-0.337	-0.586	-0.594	0.570	-0.431	0.430	-0.606	0.385	-0.182	-0.068	1.000	-0.349	0.993
percentage expenditure	0.273	-0.248	-0.298	-0.299	-0.293	0.296	0.224	0.796	0.115	0.494	0.414	-0.145	0.204	-0.037	0.480	-0.278	0.152	-0.056	-0.349	1.000	-0.351
under-five deaths	-0.488	0.501	0.464	0.485	0.405	-0.387	-0.429	-0.515	-0.334	-0.597	-0.612	0.571	-0.434	0.422	-0.617	0.383	-0.187	-0.066	0.993	-0.351	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Status	Life expectancy	Adult Mortality	infant deaths	Alcohol	percentage expenditure	Hepatitis B	Measles	BMI	under-five deaths	Polio	Total expenditure	Diphtheria	HIV/AIDS	GDP	Population	thinness 1-19 years	thinness 5-9 years	Income composition of resources	Schooling
0	Malta	2008	Developed	80.0	64.0	0	7.14	2655.573684	86.0	1	66.6	0	72.0	8.15	72.0	0.1	21928.767000	49379.0	0.7	0.7	0.813	14.6
1	Congo	2005	Developing	55.3	394.0	8	2.03	0.000000	NaN	146	21.7	13	62.0	2.42	62.0	5.9	NaN	NaN	8.8	8.5	0.496	9.4
2	Burkina Faso	2009	Developing	56.9	283.0	44	4.55	81.143047	92.0	54118	16.1	77	91.0	7.41	92.0	1.1	552.745552	1514199.0	9.3	8.8	0.356	5.9
3	Guinea-Bissau	2011	Developing	57.1	289.0	4	3.57	40.453674	86.0	0	23.7	7	85.0	5.46	86.0	5.7	692.699890	1596154.0	7.8	7.7	0.410	9.0
4	Myanmar	2007	Developing	64.5	217.0	58	0.26	0.530573	85.0	1088	17.6	78	84.0	1.68	86.0	0.6	41.451000	49171586.0	13.2	13.5	0.484	8.1
5	Libya	2009	Developing	72.7	132.0	2	0.01	63.551703	98.0	329	59.0	2	98.0	3.16	98.0	0.1	1296.973530	NaN	5.6	5.4	0.757	14.6
6	Canada	2014	Developing	82.0	65.0	2	8.10	102.190217	55.0	418	66.4	2	91.0	1.45	91.0	0.1	544.433760	35544564.0	0.5	0.5	0.912	15.9
7	Micronesia (Federated States of)	2008	Developing	68.4	174.0	0	1.97	0.000000	89.0	0	65.2	0	88.0	12.94	85.0	0.1	NaN	NaN	0.2	0.2	0.628	11.2
8	Bosnia and Herzegovina	2010	Developing	76.4	94.0	0	4.54	630.388356	89.0	45	53.1	0	9.0	9.58	89.0	0.1	4611.472980	372284.0	2.6	2.6	0.717	13.3
9	Botswana	2009	Developing	59.2	393.0	2	5.01	426.785566	94.0	184	34.7	3	96.0	6.39	96.0	9.0	5185.729845	1979882.0	8.4	8.2	0.661	12.2

	Country	Year	Status	Life expectancy	Adult Mortality	infant deaths	Alcohol	percentage expenditure	Hepatitis B	Measles	BMI	under-five deaths	Polio	Total expenditure	Diphtheria	HIV/AIDS	GDP	Population	thinness 1-19 years	thinness 5-9 years	Income composition of resources	Schooling
2046	Lesotho	2007	Developing	46.2	633.0	4	2.69	9.184327	9.0	2	28.3	6	87.0	8.47	88.0	30.0	918.432717	1982287.0	8.4	8.3	0.440	10.6
2047	Bosnia and Herzegovina	2005	Developing	75.0	12.0	0	4.56	45.713543	93.0	23	5.5	0	95.0	8.50	93.0	0.1	2968.411860	378153.0	2.9	2.9	0.000	12.5
2048	Iraq	2011	Developing	77.0	144.0	32	0.17	285.119726	77.0	15	56.5	39	8.0	3.32	79.0	0.1	5854.614497	3172753.0	5.3	5.1	0.649	10.4
2049	Cambodia	2013	Developing	67.8	183.0	11	0.01	8.758215	83.0	0	18.2	13	66.0	5.93	83.0	0.2	128.419568	1522692.0	11.0	11.1	0.546	10.8
2050	Saint Lucia	2014	Developing	75.0	139.0	0	9.97	0.000000	99.0	0	46.7	0	99.0	6.72	99.0	0.1	NaN	NaN	4.3	4.3	0.723	13.1
2051	Malta	2011	Developed	87.0	59.0	0	6.91	3601.287457	82.0	3	68.0	0	96.0	9.60	96.0	0.1	22821.847000	416268.0	0.8	0.7	0.826	14.8
2052	Guinea-Bissau	2010	Developing	56.7	287.0	4	3.21	53.307827	83.0	26	23.1	7	82.0	6.70	83.0	5.9	543.957418	155588.0	8.0	7.9	0.405	8.9
2053	Haiti	2007	Developing	61.8	266.0	17	6.08	56.778587	NaN	0	4.7	23	62.0	5.56	63.0	2.7	615.819819	9556889.0	4.2	4.2	0.458	8.4
2054	Italy	2003	Developed	79.9	72.0	2	9.30	3519.258515	95.0	10982	57.0	3	97.0	8.17	96.0	0.1	27387.225800	5731323.0	0.5	0.5	0.841	15.4
2055	Eritrea	2005	Developing	59.4	34.0	7	1.07	5.064689	96.0	19	13.9	9	96.0	2.97	96.0	1.6	276.758960	39697.0	9.4	9.5	0.000	5.4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample